{"type":"post","id":"liquid-ai-released-d1-ultra-a-multimodal-decision-3c7286","slug":"liquid-ai-released-d1-ultra-a-multimodal-decision-3c7286","title":"Liquid AI released d1-ultra , a multimodal decision model that returns calibrated probabilities instead of generated text.","description":"Thesis: d1-ultra makes a probability-bearing decision interface a product surface alongside generated-text models.","retrieval_nugget":"Thesis: d1-ultra makes a probability-bearing decision interface a product surface alongside generated-text models.","published_at":"2026-10-16","updated_at":"2026-10-16","record_date":"2026-10-16","date_kind":"published_at","topics":["multimodal"],"source_urls":["https://www.liquid.ai/blog/d1-ultra"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:liquid-ai-released-d1-ultra-a-multimodal-decision-3c7286","status":"published","visuals":[],"editorial_provenance":{"schema_version":"newruntime-editorial-copy-v1","content_status":"source_grounded_final","final_copy_sha256":"sha256:273c4826ac9a7bffdef4e1bfd56e37a7fc39bba8bf91fbdae9545f7df2a85de6","reviewed_at":"2026-10-16T08:01:32.976Z","source_evidence_count":1,"verified_claim_count":4,"site_analysis_schema_version":"newruntime-site-analysis-v1","site_object_kind":"field_note","observed_fact_count":4,"implication_count":1,"watch_condition_count":1,"related_record_count":0},"analysis":{"schema_version":"newruntime-site-analysis-v1","object_kind":"field_note","thesis":"d1-ultra makes a probability-bearing decision interface a product surface alongside generated-text models.","observed_facts":[{"text":"Liquid AI says d1-ultra accepts text, images, or both and returns probabilities without generating tokens.","source_urls":["https://www.liquid.ai/blog/d1-ultra"]},{"text":"The model supports yes/no, choice, and score question types.","source_urls":["https://www.liquid.ai/blog/d1-ultra"]},{"text":"Liquid AI lists API availability at $0.042 per million input tokens, with no output-token charge.","source_urls":["https://www.liquid.ai/blog/d1-ultra"]},{"text":"Liquid AI says it compared d1-ultra with d1 and Jev 1.14 across 112 evaluations.","source_urls":["https://www.liquid.ai/blog/d1-ultra"]}],"mechanism":"Rather than asking a language model to formulate a prose answer and then extracting a decision from it, the API takes one or more questions and returns probability values for bounded answer forms.","why_now":"The release gives builders an immediately accessible API and a stated price, so this decision-oriented interface can be evaluated in concrete workflows rather than treated only as a research direction.","implications":["Teams with bounded classification or scoring tasks can test whether direct probability outputs reduce the need to generate and parse prose."],"evidence_boundary":"Those benchmark and calibration statements come from Liquid AI’s own announcement; the supplied source does not independently validate them or establish performance in production.","watch_conditions":["Watch for independent evaluations of calibration and accuracy on representative real-world tasks, alongside confirmation of how API costs behave for multi-question and image-heavy inputs."],"related_records":[],"new_branch_reason":"No prior New Runtime record is supplied for this specific probability-output model release, so it starts a distinct analytical record about decision interfaces."},"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/liquid-ai-released-d1-ultra-a-multimodal-decision-3c7286/","markdown":"https://newruntime.com/posts/liquid-ai-released-d1-ultra-a-multimodal-decision-3c7286.md","json":"https://newruntime.com/posts/liquid-ai-released-d1-ultra-a-multimodal-decision-3c7286.json"},"related_patterns":["model-answers-become-task-interfaces"],"related_shifts":["generated-interface-from-answer"],"next_reads":[{"type":"topic","path":"/topics/multimodal/","url":"https://newruntime.com/topics/multimodal/","title":"Multimodal","reason":"Explore the multimodal topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/multimodal.md","json_url":"https://newruntime.com/topics/multimodal.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}